J. Taylor Childers
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J. Taylor Childers

Computer Scientist
Argonne National Laboratory
ORCID iD iconorcid.org/0000-0002-0492-613X
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Machine Learning

CNNs for Particle ID in 3D Detector Images

Recently, I've been building models using 3D CNNs to classify images of LHC detectors​. This could revolutionize the way High Energy Physicists process their detector data.
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Scaling Simulations to Millions of Parallel Threads

Proton Collision Simulation for the LHC

In 2014-2016, I scaled simulations of proton collisions to 1.5 million parallel processes on the Mira supercomputer providing all the vector boson background samples for the ATLAS experiment with Run-2 statistics.

Software Design

Edge Service for Supercomputers

In 2014-2015, I wrote an edge service that submitted hundreds of jobs to the Mira supercomputer at Argonne's Leadership Computing Facility producing over 250 billion simulated proton collision events for the ATLAS experiment.
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Hardware Installation

ATLAS L1Calo Trigger

In 2007, I installed the ATLAS Level-1 Calorimeter Trigger electronics. I also calibrated, operated, and maintained the system through 2013.
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